Making a Commitment to EBLIP: The Role of Library Leadership
Bibliographic record
Abstract
Purpose - The role of library management and administration is pivotal to successful adoption of evidence-based practice by library practitioners. As part of its long-standing commitment to a learning organization, the leadership team of the biomedical research library serving the National Institutes of Health in Bethesda, MD, USA planned and implemented a systematic approach to fostering EBLIP practice. Method - The library initiated a program to build an environment conducive to EBLIP that included support and release time for library research projects, formal training in EBLIP methods, and team mentoring as research projects evolved. Library staff participating in the EBLIP initiative were the library’s 32 professional librarians as well as four other staff members. Many had scientific research experience but few if any had designed a library research study. All considered training as very important to the EBLIP initiative, as well as opportunities to collaborate with colleagues and present at professional meetings. Five teams undertook research projects; highlights of these team studies are described briefly. Conclusions - By providing a supportive framework for EBLIP practice, library leadership can successfully engage staff in EBLIP thinking and small research studies. Librarians with some training in the research process and ongoing mentoring can design and conduct studies that find important practical answers to the questions that arise in daily practice.
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How this classification was reachedexpand
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | no category Domain: not available · Genre: Editorial About the Canadian research system: no · About a Canadian topic: no | Not applicable | low |
| gpt | no category Domain: not available · Genre: Commentary About the Canadian research system: no · About a Canadian topic: no | Theoretical or conceptual | low |
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.098 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedLabeled directly by 2 models reading the full record.
The models disagree on parts of this classification; every voice is preserved in the section at the end of the page.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".